epoch: 0, acc: 0.360, loss: 1.099, lr: 0.05
epoch: 100, acc: 0.670, loss: 0.705, lr: 0.04999752512250644
epoch: 200, acc: 0.797, loss: 0.522, lr: 0.04999502549496326
epoch: 300, acc: 0.847, loss: 0.430, lr: 0.049992526117345455
epoch: 400, acc: 0.887, loss: 0.344, lr: 0.04999002698961558
epoch: 500, acc: 0.910, loss: 0.303, lr: 0.049987528111736124
epoch: 600, acc: 0.907, loss: 0.276, lr: 0.049985029483669646
epoch: 700, acc: 0.917, loss: 0.252, lr: 0.049982531105378675
epoch: 800, acc: 0.920, loss: 0.245, lr: 0.04998003297682575
epoch: 900, acc: 0.930, loss: 0.228, lr: 0.049977535097973466
epoch: 1000, acc: 0.940, loss: 0.217, lr: 0.049975037468784345
epoch: 1100, acc: 0.937, loss: 0.205, lr: 0.049972540089220974
epoch: 1200, acc: 0.947, loss: 0.192, lr: 0.04997004295924593
epoch: 1300, acc: 0.947, loss: 0.184, lr: 0.04996754607882181
epoch: 1400, acc: 0.943, loss: 0.183, lr: 0.049965049447911185
epoch: 1500, acc: 0.943, loss: 0.189, lr: 0.04996255306647668
epoch: 1600, acc: 0.943, loss: 0.165, lr: 0.049960056934480884
epoch: 1700, acc: 0.943, loss: 0.161, lr: 0.04995756105188642
epoch: 1800, acc: 0.943, loss: 0.158, lr: 0.049955065418655915
epoch: 1900, acc: 0.943, loss: 0.155, lr: 0.04995257003475201
epoch: 2000, acc: 0.947, loss: 0.151, lr: 0.04995007490013731
epoch: 2100, acc: 0.943, loss: 0.148, lr: 0.0499475800147745
epoch: 2200, acc: 0.953, loss: 0.145, lr: 0.0499450853786262
epoch: 2300, acc: 0.957, loss: 0.142, lr: 0.0499425909916551
epoch: 2400, acc: 0.957, loss: 0.138, lr: 0.04994009685382384
epoch: 2500, acc: 0.957, loss: 0.135, lr: 0.04993760296509512
epoch: 2600, acc: 0.960, loss: 0.132, lr: 0.049935109325431604
epoch: 2700, acc: 0.957, loss: 0.130, lr: 0.049932615934796004
epoch: 2800, acc: 0.937, loss: 0.159, lr: 0.04993012279315098
epoch: 2900, acc: 0.960, loss: 0.125, lr: 0.049927629900459285
epoch: 3000, acc: 0.960, loss: 0.123, lr: 0.049925137256683606
epoch: 3100, acc: 0.960, loss: 0.121, lr: 0.04992264486178666
epoch: 3200, acc: 0.960, loss: 0.119, lr: 0.04992015271573119
epoch: 3300, acc: 0.960, loss: 0.117, lr: 0.04991766081847992
epoch: 3400, acc: 0.960, loss: 0.115, lr: 0.049915169169995596
epoch: 3500, acc: 0.950, loss: 0.131, lr: 0.049912677770240964
epoch: 3600, acc: 0.957, loss: 0.118, lr: 0.049910186619178794
epoch: 3700, acc: 0.960, loss: 0.113, lr: 0.04990769571677183
epoch: 3800, acc: 0.960, loss: 0.111, lr: 0.04990520506298287
epoch: 3900, acc: 0.960, loss: 0.110, lr: 0.04990271465777467
epoch: 4000, acc: 0.960, loss: 0.109, lr: 0.049900224501110035
epoch: 4100, acc: 0.960, loss: 0.107, lr: 0.04989773459295174
epoch: 4200, acc: 0.960, loss: 0.106, lr: 0.04989524493326262
epoch: 4300, acc: 0.960, loss: 0.104, lr: 0.04989275552200545
epoch: 4400, acc: 0.960, loss: 0.103, lr: 0.04989026635914307
epoch: 4500, acc: 0.960, loss: 0.102, lr: 0.04988777744463829
epoch: 4600, acc: 0.960, loss: 0.101, lr: 0.049885288778453954
epoch: 4700, acc: 0.960, loss: 0.100, lr: 0.049882800360552884
epoch: 4800, acc: 0.960, loss: 0.099, lr: 0.04988031219089794
epoch: 4900, acc: 0.960, loss: 0.098, lr: 0.049877824269451976
epoch: 5000, acc: 0.960, loss: 0.098, lr: 0.04987533659617785
epoch: 5100, acc: 0.967, loss: 0.107, lr: 0.04987284917103844
epoch: 5200, acc: 0.960, loss: 0.097, lr: 0.04987036199399661
epoch: 5300, acc: 0.960, loss: 0.096, lr: 0.04986787506501525
epoch: 5400, acc: 0.960, loss: 0.095, lr: 0.04986538838405724
epoch: 5500, acc: 0.960, loss: 0.094, lr: 0.049862901951085496
epoch: 5600, acc: 0.960, loss: 0.094, lr: 0.049860415766062906
epoch: 5700, acc: 0.960, loss: 0.093, lr: 0.0498579298289524
epoch: 5800, acc: 0.960, loss: 0.092, lr: 0.04985544413971689
epoch: 5900, acc: 0.960, loss: 0.092, lr: 0.049852958698319315
epoch: 6000, acc: 0.960, loss: 0.091, lr: 0.04985047350472258
epoch: 6100, acc: 0.960, loss: 0.090, lr: 0.04984798855888967
epoch: 6200, acc: 0.960, loss: 0.089, lr: 0.049845503860783506
epoch: 6300, acc: 0.960, loss: 0.089, lr: 0.049843019410367055
epoch: 6400, acc: 0.960, loss: 0.088, lr: 0.04984053520760327
epoch: 6500, acc: 0.953, loss: 0.126, lr: 0.049838051252455155
epoch: 6600, acc: 0.960, loss: 0.090, lr: 0.049835567544885655
epoch: 6700, acc: 0.960, loss: 0.088, lr: 0.04983308408485778
epoch: 6800, acc: 0.960, loss: 0.088, lr: 0.0498306008723345
epoch: 6900, acc: 0.960, loss: 0.087, lr: 0.04982811790727884
epoch: 7000, acc: 0.960, loss: 0.086, lr: 0.04982563518965381
epoch: 7100, acc: 0.960, loss: 0.086, lr: 0.049823152719422406
epoch: 7200, acc: 0.960, loss: 0.085, lr: 0.049820670496547675
epoch: 7300, acc: 0.960, loss: 0.085, lr: 0.04981818852099264
epoch: 7400, acc: 0.960, loss: 0.084, lr: 0.049815706792720335
epoch: 7500, acc: 0.960, loss: 0.083, lr: 0.0498132253116938
epoch: 7600, acc: 0.960, loss: 0.083, lr: 0.04981074407787611
epoch: 7700, acc: 0.960, loss: 0.082, lr: 0.049808263091230306
epoch: 7800, acc: 0.960, loss: 0.082, lr: 0.04980578235171948
epoch: 7900, acc: 0.963, loss: 0.081, lr: 0.04980330185930667
epoch: 8000, acc: 0.963, loss: 0.081, lr: 0.04980082161395499
epoch: 8100, acc: 0.963, loss: 0.080, lr: 0.04979834161562752
epoch: 8200, acc: 0.963, loss: 0.084, lr: 0.04979586186428736
epoch: 8300, acc: 0.963, loss: 0.080, lr: 0.04979338235989761
epoch: 8400, acc: 0.963, loss: 0.079, lr: 0.04979090310242139
epoch: 8500, acc: 0.963, loss: 0.079, lr: 0.049788424091821805
epoch: 8600, acc: 0.963, loss: 0.078, lr: 0.049785945328062006
epoch: 8700, acc: 0.963, loss: 0.078, lr: 0.0497834668111051
epoch: 8800, acc: 0.963, loss: 0.077, lr: 0.049780988540914256
epoch: 8900, acc: 0.963, loss: 0.077, lr: 0.0497785105174526
epoch: 9000, acc: 0.963, loss: 0.076, lr: 0.04977603274068329
epoch: 9100, acc: 0.963, loss: 0.076, lr: 0.04977355521056952
epoch: 9200, acc: 0.963, loss: 0.075, lr: 0.049771077927074414
epoch: 9300, acc: 0.963, loss: 0.075, lr: 0.0497686008901612
epoch: 9400, acc: 0.707, loss: 1.982, lr: 0.04976612409979302
epoch: 9500, acc: 0.963, loss: 0.079, lr: 0.0497636475559331
epoch: 9600, acc: 0.963, loss: 0.076, lr: 0.049761171258544616
epoch: 9700, acc: 0.963, loss: 0.076, lr: 0.0497586952075908
epoch: 9800, acc: 0.963, loss: 0.075, lr: 0.04975621940303483
epoch: 9900, acc: 0.963, loss: 0.074, lr: 0.049753743844839965
epoch: 10000, acc: 0.967, loss: 0.074, lr: 0.04975126853296942